{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysing a regular ECG signal\n",
    "\n",
    "In this notebook I'll show you three examples of using HeartPy to analyse good-to-reasonable quality ECG signals you may encounter.\n",
    "\n",
    "We'll be looking at three excerpts from the [European ST-T Database over at Physionet](https://physionet.org/content/edb/1.0.0/). There are all recorded at 250 Hz\n",
    "\n",
    "# 分析常规心电图信号\n",
    "\n",
    "在此笔记本中，我向您展示使用 HeartPy 分析您可能遇到的优质心电图信号的三个例子。\n",
    "\n",
    "我们将在物理中心查看[欧洲ST-T数据库](https://physionet.org/content/edb/1.0.0/) 的三段摘录。所有记录在 250 Hz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import packages\n",
    "import heartpy as hp\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "sample_rate = 250"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's look at the first file and visualise it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = hp.get_data('e0103.csv')\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(data)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "That is a very nice and clean signal. We don't need to do any preprocessing and can run analysis right away:\n",
    "这是一个非常好和干净的信号。我们不需要做任何预处理，可以立即运行分析："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bpm: 59.697000\n",
      "ibi: 1005.075630\n",
      "sdnn: 45.612021\n",
      "sdsd: 17.278462\n",
      "rmssd: 30.487563\n",
      "pnn20: 0.483051\n",
      "pnn50: 0.118644\n",
      "hr_mad: 28.000000\n",
      "sd1: 21.545153\n",
      "sd2: 59.911382\n",
      "s: 4055.167506\n",
      "sd1/sd2: 0.359617\n",
      "breathingrate: 0.166667\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 864x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#run analysis\n",
    "wd, m = hp.process(data, sample_rate)\n",
    "\n",
    "#visualise in plot of custom size\n",
    "plt.figure(figsize=(12,4))\n",
    "hp.plotter(wd, m)\n",
    "\n",
    "#display computed measures\n",
    "for measure in m.keys():\n",
    "    print('%s: %f' %(measure, m[measure]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### That went well. \n",
    "\n",
    "Now let's move on to the next one and see if we can analyse that one too:\n",
    "\n",
    "#### 那很顺利。\n",
    "\n",
    "现在，让我们继续下一个，看看我们是否也可以分析一个："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = hp.get_data('e0110.csv')\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(data)\n",
    "plt.show()\n",
    "\n",
    "#and zoom in a bit\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(data[0:2500])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Ah!\n",
    "\n",
    "We have an issue where the T-wave (the broad wave right after the main QRS complex) is present. We can filter this using a notch filter, as we're interested in the QRS comples.\n",
    "\n",
    "What the notch filter does is apply a frequency filter to a very narrow frequency range, allowing us to get rid of some things without disturbing the QRS complexes.\n",
    "\n",
    "#### 啊！\n",
    "\n",
    "我们有一个问题， T 波（主要 QRS 复合体之后的）存在。我们可以使用一个档次的过滤器来过滤它，因为我们对 QRS 比较感兴趣。\n",
    "\n",
    "一流的过滤器的作用是将频率过滤器应用于非常狭窄的频率范围，使我们能够在不干扰 QRS 复合物的情况下摆脱某些内容。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "filtered = hp.filter_signal(data, cutoff = 0.05, sample_rate = sample_rate, filtertype='notch')\n",
    "\n",
    "#visualize again\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(data[0:500])\n",
    "plt.show()\n",
    "\n",
    "#and zoom in a bit\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(data[0:500], label = 'original signal')\n",
    "plt.plot(filtered[0:500], alpha=0.5, label = 'filtered signal')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### We've now reduced the amplitude of the T-wave and are ready for analysis\n",
    "\n",
    "#### 我们现在已经缩小了T波的振幅，并准备进行分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bpm: 57.843015\n",
      "ibi: 1037.290323\n",
      "sdnn: 60.906871\n",
      "sdsd: 20.513036\n",
      "rmssd: 33.059617\n",
      "pnn20: 0.493827\n",
      "pnn50: 0.135802\n",
      "hr_mad: 36.000000\n",
      "sd1: 23.285718\n",
      "sd2: 84.305770\n",
      "s: 6167.324586\n",
      "sd1/sd2: 0.276206\n",
      "breathingrate: 0.075000\n"
     ]
    }
   ],
   "source": [
    "#run analysis\n",
    "wd, m = hp.process(hp.scale_data(filtered), sample_rate)\n",
    "\n",
    "#visualise in plot of custom size\n",
    "plt.figure(figsize=(12,4))\n",
    "hp.plotter(wd, m)\n",
    "\n",
    "#display computed measures\n",
    "for measure in m.keys():\n",
    "    print('%s: %f' %(measure, m[measure]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Oh dear\n",
    "\n",
    "HeartPy is distrusting some peaks. This is because HeartPy's optimizer likes broader peaks than some ECG recordings provide (especially lower sampling rates). Usually when filtering the peak width decreases as well, potentially causing issues. \n",
    "\n",
    "The solution is simple. We can upsample the signal using [scipy.signal.resample](https://docs.scipy.org/doc/scipy-0.16.0/reference/generated/scipy.signal.resample.html) to help with this!\n",
    "\n",
    "###哦，亲爱的\n",
    "\n",
    "HeartPy不信任一些高峰。这是因为 HeartPy 的优化器比某些心电图记录提供的峰值更宽（尤其是较低的采样率）。通常，当过滤峰值宽度时也会减少，从而可能导致问题。\n",
    "\n",
    "解决方案很简单。我们可以使用 [科学. 信号. 补充](https://docs.scipy.org/doc/scipy - 0.16.0/reference/generated/scipy.signal.resample.html) 来提升信号， 以帮助解决此问题！"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bpm: 58.018220\n",
      "ibi: 1034.157895\n",
      "sdnn: 59.536305\n",
      "sdsd: 21.549303\n",
      "rmssd: 34.825073\n",
      "pnn20: 0.544643\n",
      "pnn50: 0.133929\n",
      "hr_mad: 35.000000\n",
      "sd1: 24.588644\n",
      "sd2: 80.051446\n",
      "s: 6183.774312\n",
      "sd1/sd2: 0.307161\n",
      "breathingrate: 0.166667\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 864x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from scipy.signal import resample\n",
    "\n",
    "#resample the data. Usually 2, 4, or 6 times is enough depending on original sampling rate\n",
    "resampled_data = resample(filtered, len(filtered) * 2)\n",
    "\n",
    "#And run the analysis again. Don't forget to up the sample rate as well!\n",
    "wd, m = hp.process(hp.scale_data(resampled_data), sample_rate * 2)\n",
    "\n",
    "#visualise in plot of custom size\n",
    "plt.figure(figsize=(12,4))\n",
    "hp.plotter(wd, m)\n",
    "\n",
    "#display computed measures\n",
    "for measure in m.keys():\n",
    "    print('%s: %f' %(measure, m[measure]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Upsampling the signal has enabled HeartPy to optimize and find the position for all peaks in the signal.\n",
    "\n",
    "Note the use of ***hp.scale_data()*** in the processing function. This is recommended when the amplitude is low (2.4-3.8 in the original data).\n",
    "\n",
    "------------\n",
    "\n",
    "Let's look at the last example\n",
    "\n",
    "对信号进行采样使 HeartPy 能够优化并找到信号中所有峰值的位置。\n",
    "\n",
    "注意在处理功能中使用***hp.scale_data。***。当振幅较低（原始数据中的 2.4-3.8）时，建议使用此数据。\n",
    "\n",
    "------------\n",
    "\n",
    "让我们看看最后的例子"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = hp.get_data('e0124.csv')\n",
    "\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(data)\n",
    "plt.show()\n",
    "\n",
    "#and zoom in a bit\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(data[0:500])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Again we have a very strong signal present in the recording. That is always nice to see. Analysis again is then straightforward:\n",
    "\n",
    "同样，我们在记录中也发出了非常强烈的信号。这总是很高兴看到的。分析再次简单明了："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bpm: 74.642232\n",
      "ibi: 803.834483\n",
      "sdnn: 25.854237\n",
      "sdsd: 8.060314\n",
      "rmssd: 13.118076\n",
      "pnn20: 0.104895\n",
      "pnn50: 0.000000\n",
      "hr_mad: 16.000000\n",
      "sd1: 9.272843\n",
      "sd2: 35.470837\n",
      "s: 1033.318549\n",
      "sd1/sd2: 0.261422\n",
      "breathingrate: 0.300000\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 864x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#run analysis\n",
    "wd, m = hp.process(hp.scale_data(data), sample_rate)\n",
    "\n",
    "#visualise in plot of custom size\n",
    "plt.figure(figsize=(12,4))\n",
    "hp.plotter(wd, m)\n",
    "\n",
    "#display computed measures\n",
    "for measure in m.keys():\n",
    "    print('%s: %f' %(measure, m[measure]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### And again we can fix the 'mistrusted' peaks with modest upsampling\n",
    "\n",
    "#### 我们再次可以通过适度的上戳来修复\"不信任\"的峰值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bpm: 74.700944\n",
      "ibi: 803.202703\n",
      "sdnn: 25.987252\n",
      "sdsd: 8.037765\n",
      "rmssd: 13.000262\n",
      "pnn20: 0.095238\n",
      "pnn50: 0.000000\n",
      "hr_mad: 14.000000\n",
      "sd1: 9.192447\n",
      "sd2: 35.707405\n",
      "s: 1031.191456\n",
      "sd1/sd2: 0.257438\n",
      "breathingrate: 0.300000\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 864x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#resample the data. Usually 2, 4, or 6 times is enough depending on original sampling rate\n",
    "resampled_data = resample(data, len(filtered) * 2)\n",
    "\n",
    "#And run the analysis again. Don't forget to up the sample rate as well!\n",
    "wd, m = hp.process(hp.scale_data(resampled_data), sample_rate * 2)\n",
    "\n",
    "#visualise in plot of custom size\n",
    "plt.figure(figsize=(12,4))\n",
    "hp.plotter(wd, m)\n",
    "\n",
    "#display computed measures\n",
    "for measure in m.keys():\n",
    "    print('%s: %f' %(measure, m[measure]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Since 1.2.4 HeartPy includes Poincaré nonlinear methods too\n",
    "\n",
    "Use them like the plotter function:\n",
    "\n",
    "## 因为 1.2.4 HeartPy 也包括 Poincaré  非线性方法\n",
    "\n",
    "像绘图器功能一样使用它们："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'dict'>\n",
      "\n",
      "nonlinear poincare measures:\n",
      "sd1: 9.192447\n",
      "sd2: 35.707405\n",
      "s: 1031.191456\n",
      "sd1/sd2: 0.257438\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(type(m))\n",
    "hp.plot_poincare(wd, m)\n",
    "\n",
    "#print poincare measures\n",
    "poincare_measures = ['sd1', 'sd2', 's', 'sd1/sd2']\n",
    "print('\\nnonlinear poincare measures:')\n",
    "for measure in poincare_measures:\n",
    "    print('%s: %f' %(measure, m[measure]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## That's it!\n",
    "\n",
    "I hope this notebook has given you an overview of how to analyse good to medium quality ECG data. \n",
    "\n",
    "There's also a more advanced notebook available on the repository on [how to handle poor quality ECG data](https://github.com/paulvangentcom/heartrate_analysis_python/blob/master/examples/noisy_ECG/Analysing_Noisy_ECG.ipynb).\n",
    "\n",
    "## 就这样！\n",
    "\n",
    "我希望这个笔记本能给你一个概述，如何分析优质的心电图数据。\n",
    "\n",
    "存储库中还有一个更高级的笔记本，用于处理\"如何处理质量差的心电图数据\"（https://github.com/paulvangentcom/heartrate_analysis_python/blob/master/examples/noisy_ECG/Analysing_Noisy_ECG.ipynb）。"
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